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pushing the enveloppe: pylock, free-threading, apu-threading, AI local
thinking about the "AI as your always here one-to-one-tutor, or your right arm(s) to do things, that you still must be able to understand/control/rectify" (see Mark Andressen , see also Jeremy Howard
next level of programming is "directing AI agents that do scripts" ... you still need to understand enough layers below to be "good" , use AI to teach you instead of making you stupid ... and better learn mathematical proofing to avoid catastrophic events
the "agents" acceleration augments use of "uv" in github CI... and so pip will continue go down in usage, because of CI extreme bias ... to likely 50% in 2026 ....
date : early march 2026
wanted:
general direction: